a b/Analysis/.ipynb_checkpoints/Procrustes-checkpoint.ipynb
1
{
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 "cells": [
3
  {
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   "cell_type": "code",
5
   "execution_count": 2,
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   "id": "7ec840c9-23e4-4a42-8a21-f5da5c40fa38",
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   "metadata": {
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    "tags": []
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   },
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   "outputs": [],
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   "source": [
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    "from sklearn.cross_decomposition import CCA\n",
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    "import numpy as np\n",
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    "import pickle\n",
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    "from scipy.io import loadmat\n",
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    "from sklearn.decomposition import PCA\n",
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    "import matplotlib.pyplot as plt\n",
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    "from scipy.ndimage import gaussian_filter1d\n",
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    "from sklearn.metrics import r2_score\n",
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    "\n",
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    "from sklearn.linear_model import LinearRegression, Ridge\n",
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    "from sklearn.metrics import r2_score\n",
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    "from scipy.spatial import procrustes\n",
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    "from sklearn.decomposition import PCA\n",
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    "\n",
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    "import sys\n",
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    "sys.path.insert(0, '../SAC/')\n",
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    "import kinematics_preprocessing_specs\n",
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    "\n",
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    "import config\n",
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    "\n",
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    "parser = config.config_parser()\n",
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    "args, unknown = parser.parse_known_args()"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 3,
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   "id": "20f41093-d05e-40fd-8929-e772875f0c01",
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   "metadata": {
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    "tags": []
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   },
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   "outputs": [
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    {
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     "name": "stdout",
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     "output_type": "stream",
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     "text": [
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      "dict_keys(['emg', 'rnn_activity', 'rnn_input', 'rnn_input_fp', 'kinematics_mbodies', 'kinematics_mtargets'])\n"
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     ]
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    }
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   ],
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   "source": [
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    "#Load the test data of nusim\n",
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    "\n",
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    "with open('../test_data/test_data.pkl', 'rb') as file:\n",
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    "    test_data = pickle.load(file)\n",
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    "    \n",
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    "print(test_data.keys())"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 4,
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   "id": "36130233-a37f-43ca-9300-bdec11044e61",
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   "metadata": {
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    "tags": []
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   },
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   "outputs": [],
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   "source": [
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    "#Get the timepoints of each condition per cycle\n",
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    "with open('../kinematics_data/kinematics.pkl', 'rb') as file:\n",
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    "    kin_train_test = pickle.load(file)\n",
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    "    \n",
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    "kin_train = kin_train_test['train']\n",
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    "kin_test = kin_train_test['test']\n",
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    "\n",
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    "#First update the keys of self.kin_test\n",
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    "for cond in range(len(kin_test)):\n",
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    "    kin_test[len(kin_train) + cond] = kin_test.pop(cond)\n",
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    "    \n",
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    "kin = kin_train\n",
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    "kin.update(kin_test)"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 5,
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   "id": "ca6e4472-6bc5-4ba9-884f-c64fcdefebd6",
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   "metadata": {
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    "tags": []
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   },
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   "outputs": [],
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   "source": [
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    "#Get the experimental neural data\n",
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    "\n",
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    "with open('../nusim_neural_data/neural_activity_train.pkl', 'rb') as file:\n",
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    "    neural_train = pickle.load(file)\n",
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    "\n",
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    "with open('../nusim_neural_data/neural_activity_test.pkl', 'rb') as file:\n",
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    "    neural_test = pickle.load(file)\n",
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    "\n",
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    "#First update the keys of self.kin_test\n",
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    "for cond in range(len(neural_test)):\n",
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    "    neural_test[len(neural_train) + cond] = neural_test.pop(cond)\n",
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    "    \n",
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    "neural = neural_train\n",
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    "neural.update(neural_test)"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 28,
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   "id": "29a6a183-fb8e-4772-a5a2-d4c634f65153",
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   "metadata": {
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    "tags": []
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   },
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   "outputs": [],
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   "source": [
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    "conds = [kin[cond].shape[-1] for cond in range(len(kin))]\n",
120
    "total_conds = len(conds)\n",
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    "\n",
122
    "#Select the cycle for each condition (training conditions followed by testing): 0 for 1st cycle and so on\n",
123
    "#The number of elements should be equal to num_train_conditions + num_test_conditions\n",
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    "cycles = [2, 2, 2, 2, 2, 2]\n",
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    "\n",
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    "#Number of fixedsteps in the start of each condition\n",
127
    "n_fixedsteps= args.n_fixedsteps"
128
   ]
129
  },
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  {
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   "cell_type": "code",
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   "execution_count": 30,
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   "id": "36d5484c-17ab-43da-bdb9-34864dea8fbf",
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   "metadata": {
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    "tags": []
136
   },
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   "outputs": [
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    {
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     "name": "stdout",
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     "output_type": "stream",
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     "text": [
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      "(702, 256)\n",
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      "(803, 256)\n",
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      "(932, 256)\n",
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      "(1319, 256)\n",
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      "(619, 256)\n",
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      "(1106, 256)\n"
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     ]
149
    }
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   ],
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   "source": [
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    "#Load the network activities\n",
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    "A_agent = []\n",
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    "\n",
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    "for idx, cond_activity in test_data['rnn_activity'].items():\n",
156
    "    act_agent = cond_activity\n",
157
    "    act_agent = act_agent[n_fixedsteps + cycles[idx] * conds[idx] : n_fixedsteps + (cycles[idx]+1) * conds[idx]]\n",
158
    "    print(act_agent.shape)\n",
159
    "    A_agent.append(act_agent[:, :])"
160
   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 32,
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   "id": "0f1422f6-6e53-4e1f-8cec-a8e8da7d084e",
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   "metadata": {
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    "tags": []
168
   },
169
   "outputs": [
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    {
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     "name": "stdout",
172
     "output_type": "stream",
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     "text": [
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      "(702, 49)\n",
175
      "(803, 49)\n",
176
      "(932, 49)\n",
177
      "(1319, 49)\n",
178
      "(619, 49)\n",
179
      "(1106, 49)\n"
180
     ]
181
    }
182
   ],
183
   "source": [
184
    "# Load the experimental neural activities\n",
185
    "A_exp = []\n",
186
    "for cond in range(len(neural)):\n",
187
    "    act_exp = neural[cond]\n",
188
    "    print(act_exp.shape)\n",
189
    "    A_exp.append(act_exp)"
190
   ]
191
  },
192
  {
193
   "cell_type": "code",
194
   "execution_count": 34,
195
   "id": "167aaf45-f715-4f7b-ba92-e59a7a8a9b73",
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   "metadata": {
197
    "tags": []
198
   },
199
   "outputs": [],
200
   "source": [
201
    "#index of the conds on which to do the procrustes analyses\n",
202
    "conds_analysis = [0, 1, 2, 3, 4, 5]"
203
   ]
204
  },
205
  {
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   "cell_type": "code",
207
   "execution_count": 36,
208
   "id": "3548589c-5e6b-4713-8563-1bd6ac6d3dc8",
209
   "metadata": {
210
    "tags": []
211
   },
212
   "outputs": [
213
    {
214
     "name": "stdout",
215
     "output_type": "stream",
216
     "text": [
217
      "0.13137013100577533\n"
218
     ]
219
    }
220
   ],
221
   "source": [
222
    "#Condition on which to try the procrustes analysis\n",
223
    "cond = 0\n",
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    "\n",
225
    "pc_exp = PCA(n_components= 49)\n",
226
    "pc_agent = PCA(n_components= 49)\n",
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    "\n",
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    "A_exp_pr = pc_exp.fit_transform(A_exp[cond])\n",
229
    "A_agent_pr = pc_agent.fit_transform(A_agent[cond])\n",
230
    "\n",
231
    "m1, m2, d = procrustes(A_exp_pr, A_agent_pr)\n",
232
    "print(d)"
233
   ]
234
  },
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  {
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   "cell_type": "code",
237
   "execution_count": 38,
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   "id": "3c4a3e91-1789-484f-810c-d846767d9d89",
239
   "metadata": {
240
    "tags": []
241
   },
242
   "outputs": [
243
    {
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     "data": {
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",
246
      "text/plain": [
247
       "<Figure size 640x480 with 1 Axes>"
248
      ]
249
     },
250
     "metadata": {},
251
     "output_type": "display_data"
252
    },
253
    {
254
     "data": {
255
      "image/png": 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",
256
      "text/plain": [
257
       "<Figure size 640x480 with 1 Axes>"
258
      ]
259
     },
260
     "metadata": {},
261
     "output_type": "display_data"
262
    },
263
    {
264
     "data": {
265
      "image/png": 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",
266
      "text/plain": [
267
       "<Figure size 640x480 with 1 Axes>"
268
      ]
269
     },
270
     "metadata": {},
271
     "output_type": "display_data"
272
    },
273
    {
274
     "data": {
275
      "image/png": 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",
276
      "text/plain": [
277
       "<Figure size 640x480 with 1 Axes>"
278
      ]
279
     },
280
     "metadata": {},
281
     "output_type": "display_data"
282
    },
283
    {
284
     "data": {
285
      "image/png": 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",
286
      "text/plain": [
287
       "<Figure size 640x480 with 1 Axes>"
288
      ]
289
     },
290
     "metadata": {},
291
     "output_type": "display_data"
292
    }
293
   ],
294
   "source": [
295
    "#Plot the first few neurons after the procrustes analysis\n",
296
    "num_neurons2plot= 5\n",
297
    "\n",
298
    "range_neurons = np.abs(np.max(A_exp_pr, axis= 0) - np.min(A_exp_pr, axis= 0))\n",
299
    "neurons2plot = range_neurons.argsort()[-num_neurons2plot:][::-1]\n",
300
    "\n",
301
    "\n",
302
    "for neuron2plot in neurons2plot:\n",
303
    "    plt.plot(m1[:, neuron2plot], '--', c= (1, 0, 0), label= 'Experimental Activity')\n",
304
    "    plt.plot(m2[:, neuron2plot], '-', c = (0, 1, 0), label= 'Predicted')\n",
305
    "    \n",
306
    "    plt.title(f\"Activity for Neuron {neuron2plot+1}\")\n",
307
    "    plt.legend()\n",
308
    "    plt.show()"
309
   ]
310
  },
311
  {
312
   "cell_type": "code",
313
   "execution_count": 39,
314
   "id": "18bc02c5-a2c1-4325-a4bb-a93aa30ac392",
315
   "metadata": {
316
    "tags": []
317
   },
318
   "outputs": [
319
    {
320
     "name": "stdout",
321
     "output_type": "stream",
322
     "text": [
323
      "0.1307083028068406\n"
324
     ]
325
    }
326
   ],
327
   "source": [
328
    "#Condition on which to try the procrustes analysis\n",
329
    "cond = 0\n",
330
    "\n",
331
    "pc_exp = PCA(n_components= 3)\n",
332
    "pc_agent = PCA(n_components= 3)\n",
333
    "\n",
334
    "A_exp_pr = pc_exp.fit_transform(A_exp[cond])\n",
335
    "A_agent_pr = pc_agent.fit_transform(A_agent[cond])\n",
336
    "\n",
337
    "m1, m2, d = procrustes(A_exp_pr, A_agent_pr)\n",
338
    "print(d)"
339
   ]
340
  },
341
  {
342
   "cell_type": "code",
343
   "execution_count": 42,
344
   "id": "d2b304d8-350d-49a0-a883-6a05aa7b7fff",
345
   "metadata": {
346
    "tags": []
347
   },
348
   "outputs": [
349
    {
350
     "name": "stdout",
351
     "output_type": "stream",
352
     "text": [
353
      "(5481, 256)\n",
354
      "(5481, 49)\n"
355
     ]
356
    }
357
   ],
358
   "source": [
359
    "#Concatenate the musim activity for all conditions\n",
360
    "for idx_cond, i_cond in enumerate(conds_analysis):\n",
361
    "    \n",
362
    "    if idx_cond == 0:\n",
363
    "        A_agent_cum = A_agent[i_cond]\n",
364
    "    else:\n",
365
    "        A_agent_cum = np.concatenate((A_agent_cum, A_agent[i_cond]), axis=0)\n",
366
    "        \n",
367
    "#Concatenate the experimental neural activity for all conditions\n",
368
    "for idx_cond, i_cond in enumerate(conds_analysis):\n",
369
    "    if idx_cond == 0:\n",
370
    "        A_exp_cum = A_exp[i_cond]\n",
371
    "    else:\n",
372
    "        A_exp_cum = np.concatenate((A_exp_cum, A_exp[i_cond]), axis=0)\n",
373
    "        \n",
374
    "print(A_agent_cum.shape)\n",
375
    "print(A_exp_cum.shape)"
376
   ]
377
  },
378
  {
379
   "cell_type": "code",
380
   "execution_count": 44,
381
   "id": "6e539bec-9554-4706-ac06-32c109f98ae9",
382
   "metadata": {
383
    "tags": []
384
   },
385
   "outputs": [
386
    {
387
     "name": "stdout",
388
     "output_type": "stream",
389
     "text": [
390
      "0.27585668163819\n"
391
     ]
392
    }
393
   ],
394
   "source": [
395
    "#Do the procrustes on the cumulative activity\n",
396
    "\n",
397
    "pc_exp = PCA(n_components= 49)\n",
398
    "pc_agent = PCA(n_components= 49)\n",
399
    "\n",
400
    "A_exp_pr = pc_exp.fit_transform(A_exp_cum)\n",
401
    "A_agent_pr = pc_agent.fit_transform(A_agent_cum)\n",
402
    "\n",
403
    "m1, m2, d = procrustes(A_exp_pr, A_agent_pr)\n",
404
    "print(d)"
405
   ]
406
  },
407
  {
408
   "cell_type": "code",
409
   "execution_count": 46,
410
   "id": "adfecf86-b1b1-4384-a4d7-d6d2e4daeed0",
411
   "metadata": {
412
    "tags": []
413
   },
414
   "outputs": [
415
    {
416
     "name": "stdout",
417
     "output_type": "stream",
418
     "text": [
419
      "0.3753416579762285\n"
420
     ]
421
    }
422
   ],
423
   "source": [
424
    "#Do the procrustes on the cumulative activity\n",
425
    "\n",
426
    "pc_exp = PCA(n_components= 3)\n",
427
    "pc_agent = PCA(n_components= 3)\n",
428
    "\n",
429
    "A_exp_pr = pc_exp.fit_transform(A_exp_cum)\n",
430
    "A_agent_pr = pc_agent.fit_transform(A_agent_cum)\n",
431
    "\n",
432
    "m1, m2, d = procrustes(A_exp_pr, A_agent_pr)\n",
433
    "print(d)"
434
   ]
435
  },
436
  {
437
   "cell_type": "code",
438
   "execution_count": null,
439
   "id": "934c4a29-5506-4be7-867d-8c92e891eace",
440
   "metadata": {},
441
   "outputs": [],
442
   "source": []
443
  },
444
  {
445
   "cell_type": "code",
446
   "execution_count": null,
447
   "id": "11c08f3d-6dc9-466e-a563-816510ab8d7c",
448
   "metadata": {},
449
   "outputs": [],
450
   "source": []
451
  }
452
 ],
453
 "metadata": {
454
  "kernelspec": {
455
   "display_name": "Python 3 (ipykernel)",
456
   "language": "python",
457
   "name": "python3"
458
  },
459
  "language_info": {
460
   "codemirror_mode": {
461
    "name": "ipython",
462
    "version": 3
463
   },
464
   "file_extension": ".py",
465
   "mimetype": "text/x-python",
466
   "name": "python",
467
   "nbconvert_exporter": "python",
468
   "pygments_lexer": "ipython3",
469
   "version": "3.11.5"
470
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471
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